Radial-Basis-Function-Based Neural Network for Harmonic Detection

被引：144

作者：

Chang, Gary W. ^{[1
]}

Chen, Cheng-I ^{[2
]}

Teng, Yu-Feng ^{[1
]}

机构：

[1] Natl Chung Cheng Univ, Dept Elect Engn, Chiayi 62102, Taiwan

[2] Asia Univ, Dept Comp Sci & Informat Engn, Taichung 41354, Taiwan

来源：

IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS | 2010年 / 57卷 / 06期

关键词：

Adaptive linear combiner (ADALINE); back-propagation neural network fast Fourier transform (FFT); harmonics; radial-basis-function neural network (RBFNN); ALGORITHM; FREQUENCY;

D O I：

10.1109/TIE.2009.2034681

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

080201 [机械制造及其自动化];

摘要：

The widespread application of power-electronic loads has led to increasing harmonic pollution in the supply system. In order to prevent harmonics from deteriorating the power quality, detecting harmonic components for harmonic mitigations becomes a critical issue. In this paper, an effective procedure based on the radial-basis-function neural network is proposed to detect the harmonic amplitudes of the measured signal. By comparing with several commonly used methods, it is shown that the proposed solution procedure yields more accurate results and requires less sampled data for harmonic assessment.

引用

页码：2171 / 2179

页数：9

共 23 条

[1]

Weighted multipoint interpolated DFT to improve amplitude estimation of multifrequency signal [J].

Agrez, D .

IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2002, 51 (02) :287-292

[2]

[Anonymous], 1992, IEEE Std. 519

[3]

[Anonymous], IEEE T NEURAL NETWOR

[4]

[Anonymous], 2002, IEC 61000-4-7 2002 Part 4-7: testing and measurement techniques-General guide on harmonics and interharmonics measurements and instrumentation Electromagnetic Compatibility (EMC)

[5]

Neural network technique for the joint time-frequency analysis of distorted signal [J].

Bertoluzzo, M ;

Buja, GS ;

Castellan, S ;

Fiorentin, P .

IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2003, 50 (06) :1109-1115

[6]

Measuring power system harmonics and interharmonics by an improved fast Fourier transform-based algorithm [J].

Chang, G. W. ;

Chen, C. I. ;

Liu, Y. J. ;

Wu, M. C. .

IET GENERATION TRANSMISSION & DISTRIBUTION, 2008, 2 (02) :192-201

[7]

An analytical approach for characterizing harmonic and interharmonic currents generated by VSI-fed adjustable speed drives [J].

Chang, GW ;

Chen, SK .

IEEE TRANSACTIONS ON POWER DELIVERY, 2005, 20 (04) :2585-2593

[8]

A single-phase DG generation unit with shunt active power filter capability by adaptive neural filtering [J].

Cirrincione, Maurizio ;

Pucci, Marcello ;

Vitale, Gianpaolo .

IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2008, 55 (05) :2093-2110

[9]

A simple adjustable window algorithm to improve FFT measurements [J].

Hidalgo, RM ;

Fernandez, JG ;

Rivera, RR ;

Larrondo, HA .

IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2002, 51 (01) :31-36

[10]

Use of a sinusoidal series for modeling discrete windowed data as an alternative to interpolation [J].

Kansal, S ;

Cook, G .

IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2004, 51 (04) :903-909

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